evaluate-model
Evaluate a Zira vision model — see how accurately it detects each class (precision, recall, the images it gets wrong, drawn on the images) by running it on a…
Skill by lightapp
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Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/lightapp-evaluate-model
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
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About
Use cases: testing
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
- Runs as
- Python package
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/evaluate-model
What's inside
- Skill name
evaluate-model- Description
- Evaluate a Zira vision model — see how accurately it detects each class (precision, recall, the images it gets wrong, drawn on the images) by running it on a dataset on this computer. Works from a Zira camera's models and dataset versions, from a Pallet Vision camera's recent QA sessions (frames the model never trained on, sliced like Zira's training datasets), or from files on this computer (supported model files and dataset ZIPs). Use for "evaluate model", "test my model", "how accurate is my model", "evaluate the newest model on raised-nailes-new for Cam 1 Quality", "test the nails model on the latest validation session", or "check this .tflite on that dataset"; not for opening a dataset to annotate (open-dataset) or device health.
- License
- NOASSERTION
- Instructions
- 34 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
Files (13)
- .gitignore
- SKILL.md
- openai.yaml · agents/
- zira-icon.svg · assets/
- backends.py · scripts/
- distribution-policy.json · scripts/
- evaluate.mjs · scripts/
- model_evaluation.py · scripts/
- report_html.py · scripts/
- requirements.txt · scripts/
- session_datasets.py · scripts/
- sessions.mjs · scripts/
- slices.py · scripts/
The license isn't open source, so the instructions aren't shown here. Read SKILL.md on GitHub
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open-dataset
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Signals
- Stars
- 0
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Oct 19, 2026 (13 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- NOASSERTION
- Repository
- github.com/lightapp/zira-plugin
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from lightapp
- 0.565score
find-defects
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Find rare defect examples such as raised nails among a Pallet Vision camera's nail slices, let a person review the candidates on a local page with the…
SkillAFreshness: AClaude Code +9 - 0.565score
device-status
lightapp
Check the basic status of every Zira camera at chosen sites, now or on a schedule — online or offline, battery and charging, temperature, camera on or moved…
SkillAFreshness: AClaude Code +9 - 0.565score
build-trimsaw-dashboard
lightapp
Create a native Zira trimsaw validation dashboard after asking the user to select one or more data sources.
SkillAFreshness: AClaude Code +9 - 0.565score
inspect-nail-images
lightapp
Inspect local nail or fastener images for nail-head appearance, surrounding wood texture and movement across aligned views, using OpenCV measurements and…
SkillAFreshness: AClaude Code +9 - 0.565score
build-dashboard
lightapp
Build or update a Zira dashboard with native charts, KPIs, tables, filters and AI summary widgets grounded in real source metrics, then verify saved settings…
SkillAFreshness: AClaude Code +9 - 0.565score
readings-report
lightapp
Load a Zira site's data-source readings for a time range onto this computer, answer questions about them, and build an interactive HTML report with charts and…
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Cite this page
evaluate-model skill. Agent Mart. https://agentmart.dev/skills/lightapp-evaluate-model (last updated 2026-10-24)